{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#生成200个在区间内的正弦函数上的点，并且加上一些随机噪声\n",
    "n_dots = 200\n",
    "x = np.linspace(-2 * np.pi,2*np.pi,n_dots)\n",
    "y = np.sin(x)+0.2 * np.random.rand(n_dots) - 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#reshape函数的作用是把numpy的数组整形成符合sklearn输入格式的数组\n",
    "x = x.reshape(-1,1)\n",
    "y = y.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.preprocessing import PolynomialFeatures #多项式\n",
    "from sklearn.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ploynomial_model(degree=1):\n",
    "    ploynomial_features = PolynomialFeatures(degree=degree,include_bias=False)\n",
    "    linear_regression = LinearRegression(normalize=True)\n",
    "    pipeline = Pipeline([(\"ploynomial_features\",ploynomial_features),(\"linear_regression\",linear_regression)])\n",
    "    return pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "degree:2;train score:0.15162305124398856,mean squared error:0.42169390876250984\n",
      "degree:3;train score:0.2673348086837427,mean squared error:0.36417826862624947\n",
      "degree:5;train score:0.8990379816061395,mean squared error:0.05018414071184743\n",
      "degree:10;train score:0.9939436767870895,mean squared error:0.0030103536077049366\n"
     ]
    }
   ],
   "source": [
    "#分别用2、3、5、10阶多项式来拟合数据集\n",
    "from sklearn.metrics import mean_squared_error\n",
    "degrees = [2,3,5,10]\n",
    "results = []\n",
    "for d in degrees :\n",
    "    model = ploynomial_model(degree=d)\n",
    "    model.fit(x,y)\n",
    "    train_score = model.score(x,y)\n",
    "    mse = mean_squared_error(y,model.predict(x))\n",
    "    results.append({\"model\":model,\"degree\":d,\"score\":train_score,\"mse\":mse})\n",
    "for r in results :\n",
    "    print(\"degree:{};train score:{},mean squared error:{}\".format(r[\"degree\"],r[\"score\"],r[\"mse\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2400x1200 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#从上面输出可以看到，多项式的阶数越高，拟合平分越高，均方差越小\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.figure import SubplotParams\n",
    "plt.figure(figsize=(12,6),dpi=200,subplotpars=SubplotParams(hspace=0.3))\n",
    "for i,r in enumerate(results):\n",
    "    fig = plt.subplot(2,2,i+1)\n",
    "    plt.xlim(-8,8)\n",
    "    plt.title(r[\"degree\"])\n",
    "    plt.scatter(x,y,s=5,c='b',alpha=0.5)\n",
    "    plt.plot(x,r[\"model\"].predict(x),'r-')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
